{"id":"W3083605471","doi":"10.2113/gsjfr.50.3.266","title":"Enough is Enough, or More is More? Testing the Influence of Foraminiferal Count Size on Reconstructions of Paleo-Marsh Elevation","year":2020,"lang":"en","type":"article","venue":"The Journal of Foraminiferal Research","topic":"Geology and Paleoclimatology Research","field":"Earth and Planetary Sciences","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Foraminifera; Marsh; Salt marsh; Geology; Sea level; Scale (ratio); Holocene; Elevation (ballistics); Oceanography; Physical geography; Statistics; Ecology; Mathematics; Geography; Cartography; Biology; Wetland","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.004246948,0.0001847258,0.0004500501,0.000190963,0.0005581483,0.0000459203,0.001160438,0.0001800354,0.0009530467],"category_scores_gemma":[0.005445477,0.00009690115,0.0001234222,0.001226702,0.001756094,0.0003071993,0.00007049055,0.001572788,0.00004696773],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006109285,"about_ca_system_score_gemma":0.0006609723,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000225544,"about_ca_topic_score_gemma":0.0001231951,"domain_scores_codex":[0.9959915,0.0008696269,0.0008820947,0.0002132238,0.001414462,0.0006291015],"domain_scores_gemma":[0.9885075,0.008966262,0.0005316408,0.0003703829,0.001425188,0.000199032],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002481607,0.00005083796,0.9844154,0.0001139761,0.0001179352,0.00003667155,0.005931152,0.002822015,0.0004610207,0.0001287622,0.0008795097,0.002561169],"study_design_scores_gemma":[0.0008208815,0.004595106,0.9795418,0.0001662634,0.00005090945,0.0005726053,0.00446395,0.004957662,0.002477207,0.001524408,0.00068126,0.0001479155],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.972573,0.0002443571,0.000006369771,0.02570939,0.00008691962,0.0003616731,0.00009449396,0.000006561985,0.0009171618],"genre_scores_gemma":[0.9978283,0.0003417254,0.0005320841,0.0009561044,0.0001505602,0.000001758869,0.000004851101,0.000006640637,0.0001779542],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02525525,"threshold_uncertainty_score":0.9999602,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1338977975529994,"score_gpt":0.3547571521610943,"score_spread":0.2208593546080949,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}